{"id":"W4297795413","doi":"10.1007/978-3-030-86343-2_20","title":"Critical Methodologies and an Art-Based Method of Research in Higher Education Institutions","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Hegemony; Photovoice; Photography; SPARK (programming language); Sociology; Participatory action research; Power (physics); Citizen journalism; Dialog box; Aesthetics; Psychology; Political science; Visual arts; Computer science; Art; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03532325,0.001111366,0.0008298671,0.003774978,0.008277844,0.01900876,0.003196017,0.004140119,0.009812132],"category_scores_gemma":[0.02771612,0.0007482394,0.0004846216,0.004481616,0.05741658,0.01404642,0.006727305,0.005362734,0.001288185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008227051,"about_ca_system_score_gemma":0.01288288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003209716,"about_ca_topic_score_gemma":0.008294038,"domain_scores_codex":[0.9537232,0.04101998,0.0005474595,0.001335853,0.00269749,0.0006760462],"domain_scores_gemma":[0.9530312,0.04220976,0.0006355919,0.002164776,0.001377458,0.0005813083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003779856,0.00001585643,0.00005144196,0.0001019067,0.000002967635,0.00002165218,0.009787837,0.0001199583,0.00005555776,0.9717098,0.003753568,0.01437553],"study_design_scores_gemma":[0.000009873378,0.00001994493,0.0001342149,0.0005065565,0.000006431933,0.00007656791,0.01115087,0.000501962,0.0003875926,0.8554928,0.1316989,0.00001414615],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.008140119,0.01567611,0.3312058,0.03033766,0.001526684,0.0009837209,0.0001237136,0.0002528858,0.6117533],"genre_scores_gemma":[0.4259825,0.01202416,0.3348415,0.005519292,0.001057623,0.003933465,0.0001599869,0.0007031405,0.2157784],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03532325,"threshold_uncertainty_score":0.1868094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9530117772975729,"score_gpt":0.7895839581769458,"score_spread":0.1634278191206271,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}